Overview

Dataset Statistics

Number of Variables 29
Number of Rows 2143
Missing Cells 0
Missing Cells (%) 0.0%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 719.7 KB
Average Row Size in Memory 343.9 B
Variable Types
  • Numerical: 15
  • Categorical: 13
  • DateTime: 1

Dataset Insights

MntFruits and MntSweetProducts have similar distributions Similar Distribution
MntWines is skewed Skewed
MntFruits is skewed Skewed
MntMeatProducts is skewed Skewed
MntFishProducts is skewed Skewed
MntSweetProducts is skewed Skewed
MntGoldProds is skewed Skewed
NumDealsPurchases is skewed Skewed
NumWebPurchases is skewed Skewed
NumCatalogPurchases is skewed Skewed
NumStorePurchases is skewed Skewed
NumWebVisitsMonth is skewed Skewed
Z_CostContact has constant value "3" Constant
Z_Revenue has constant value "11" Constant
Kidhome has constant length 1 Constant Length
Teenhome has constant length 1 Constant Length
AcceptedCmp3 has constant length 1 Constant Length
AcceptedCmp4 has constant length 1 Constant Length
AcceptedCmp5 has constant length 1 Constant Length
AcceptedCmp1 has constant length 1 Constant Length
AcceptedCmp2 has constant length 1 Constant Length
Complain has constant length 1 Constant Length
Z_CostContact has constant length 1 Constant Length
Z_Revenue has constant length 2 Constant Length
Response has constant length 1 Constant Length
MntFruits has 382 (17.83%) zeros Zeros
MntFishProducts has 370 (17.27%) zeros Zeros
MntSweetProducts has 400 (18.67%) zeros Zeros
NumCatalogPurchases has 564 (26.32%) zeros Zeros
  • 1
  • 2
  • 3

Variables


ID

numerical

Approximate Distinct Count 2143
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 5577.098
Minimum 0
Maximum 11191
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ID is skewed right (γ1 = 0.0448)

Quantile Statistics

Minimum 0
5-th Percentile 564.5
Q1 2800
Median 5453
Q3 8417
95-th Percentile 10675.9
Maximum 11191
Range 11191
IQR 5617

Descriptive Statistics

Mean 5577.098
Standard Deviation 3254.6772
Variance 1.0593e+07
Sum 1.1952e+07
Skewness 0.04478
Kurtosis -1.1931
Coefficient of Variation 0.5836

Year_Birth

numerical

Approximate Distinct Count 58
Approximate Unique (%) 2.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 1968.9197
Minimum 1893
Maximum 1996
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Year_Birth is skewed left (γ1 = -0.3695)

Quantile Statistics

Minimum 1893
5-th Percentile 1950
Q1 1960
Median 1970
Q3 1977
95-th Percentile 1988
Maximum 1996
Range 103
IQR 17

Descriptive Statistics

Mean 1968.9197
Standard Deviation 11.9277
Variance 142.269
Sum 4.2194e+06
Skewness -0.3695
Kurtosis 0.8356
Coefficient of Variation 0.006058
  • Year_Birth has 3 outliers

Education

categorical

Approximate Distinct Count 5
Approximate Unique (%) 0.2%
Missing 0
Missing (%) 0.0%
Memory Size 155493
  • The largest value (Graduation) is over 2.41 times larger than the second largest value (PhD)

Length

Mean 7.5586
Standard Deviation 2.8233
Median 10
Minimum 3
Maximum 10

Sample

1st row Graduation
2nd row Graduation
3rd row Graduation
4th row Graduation
5th row PhD

Letter

Count 15798
Lowercase Letter 13205
Space Separator 200
Uppercase Letter 2593
Dash Punctuation 0
Decimal Number 200
  • The top 2 categories (Graduation, PhD) take over 50.0%
  • The largest value (graduation) is over 2.41 times larger than the second largest value (phd)

Income

numerical

Approximate Distinct Count 1906
Approximate Unique (%) 88.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 51172.6127
Minimum 4428
Maximum 113734
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Income is skewed right (γ1 = 0.06)

Quantile Statistics

Minimum 4428
5-th Percentile 19448.1
Q1 34951
Median 50616
Q3 67269.5
95-th Percentile 83133.8
Maximum 113734
Range 109306
IQR 32318.5

Descriptive Statistics

Mean 51172.6127
Standard Deviation 20276.9651
Variance 4.1116e+08
Sum 1.0966e+08
Skewness 0.06
Kurtosis -0.8536
Coefficient of Variation 0.3962
  • Income is not normally distributed (p-value 2.7967510906723672e-11)

Kidhome

categorical

Approximate Distinct Count 3
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 1
3rd row 0
4th row 1
5th row 1

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • Kidhome has words of constant length

Teenhome

categorical

Approximate Distinct Count 3
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 1
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • Teenhome has words of constant length

Dt_Customer

datetime

Distinct Count 657.2851
Approximate Unique (%) 30.7%
Missing 0
Missing (%) 0.0%
Memory Size 17272
Minimum 2012-07-30 00:00:00
Maximum 2014-06-29 00:00:00

Recency

numerical

Approximate Distinct Count 100
Approximate Unique (%) 4.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 49.0107
Minimum 0
Maximum 99
Zeros 28
Zeros (%) 1.3%
Negatives 0
Negatives (%) 0.0%
  • Recency is skewed right (γ1 = 0.0044)

Quantile Statistics

Minimum 0
5-th Percentile 4
Q1 24
Median 49
Q3 74
95-th Percentile 94
Maximum 99
Range 99
IQR 50

Descriptive Statistics

Mean 49.0107
Standard Deviation 28.958
Variance 838.5643
Sum 105030
Skewness 0.004378
Kurtosis -1.1989
Coefficient of Variation 0.5908

MntWines

numerical

Approximate Distinct Count 740
Approximate Unique (%) 34.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 286.9155
Minimum 0
Maximum 1296
Zeros 13
Zeros (%) 0.6%
Negatives 0
Negatives (%) 0.0%
  • MntWines is skewed right (γ1 = 1.0495)

Quantile Statistics

Minimum 0
5-th Percentile 3
Q1 23
Median 170
Q3 483
95-th Percentile 953
Maximum 1296
Range 1296
IQR 460

Descriptive Statistics

Mean 286.9155
Standard Deviation 310.752
Variance 96566.815
Sum 614860
Skewness 1.0495
Kurtosis 0.09013
Coefficient of Variation 1.0831
  • MntWines is not normally distributed (p-value 8.2783478507870895e-22)
  • MntWines has 11 outliers

MntFruits

numerical

Approximate Distinct Count 158
Approximate Unique (%) 7.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 26.1615
Minimum 0
Maximum 199
Zeros 382
Zeros (%) 17.8%
Negatives 0
Negatives (%) 0.0%
  • MntFruits is skewed right (γ1 = 2.1066)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 1
Median 8
Q3 32
95-th Percentile 122
Maximum 199
Range 199
IQR 31

Descriptive Statistics

Mean 26.1615
Standard Deviation 39.6879
Variance 1575.1326
Sum 56064
Skewness 2.1066
Kurtosis 4.0696
Coefficient of Variation 1.517
  • MntFruits is not normally distributed (p-value 3.684969342170819e-21)
  • MntFruits has 238 outliers

MntMeatProducts

numerical

Approximate Distinct Count 528
Approximate Unique (%) 24.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 159.0411
Minimum 0
Maximum 984
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • MntMeatProducts is skewed right (γ1 = 1.7882)

Quantile Statistics

Minimum 0
5-th Percentile 4.1
Q1 15
Median 64
Q3 217
95-th Percentile 650.9
Maximum 984
Range 984
IQR 202

Descriptive Statistics

Mean 159.0411
Standard Deviation 211.6731
Variance 44805.4857
Sum 340825
Skewness 1.7882
Kurtosis 2.6048
Coefficient of Variation 1.3309
  • MntMeatProducts is not normally distributed (p-value 2.1096425650553335e-20)
  • MntMeatProducts has 183 outliers

MntFishProducts

numerical

Approximate Distinct Count 182
Approximate Unique (%) 8.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 37.559
Minimum 0
Maximum 259
Zeros 370
Zeros (%) 17.3%
Negatives 0
Negatives (%) 0.0%
  • MntFishProducts is skewed right (γ1 = 1.9225)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 2
Median 12
Q3 50
95-th Percentile 171.9
Maximum 259
Range 259
IQR 48

Descriptive Statistics

Mean 37.559
Standard Deviation 55.1481
Variance 3041.3157
Sum 80489
Skewness 1.9225
Kurtosis 3.0568
Coefficient of Variation 1.4683
  • MntFishProducts is not normally distributed (p-value 1.965047194773655e-21)
  • MntFishProducts has 216 outliers

MntSweetProducts

numerical

Approximate Distinct Count 176
Approximate Unique (%) 8.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 26.8726
Minimum 0
Maximum 262
Zeros 400
Zeros (%) 18.7%
Negatives 0
Negatives (%) 0.0%
  • MntSweetProducts is skewed right (γ1 = 2.1185)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 1
Median 8
Q3 32
95-th Percentile 125.9
Maximum 262
Range 262
IQR 31

Descriptive Statistics

Mean 26.8726
Standard Deviation 41.1084
Variance 1689.9039
Sum 57588
Skewness 2.1185
Kurtosis 4.17
Coefficient of Variation 1.5298
  • MntSweetProducts is not normally distributed (p-value 1.5307687969715846e-22)
  • MntSweetProducts has 249 outliers

MntGoldProds

numerical

Approximate Distinct Count 207
Approximate Unique (%) 9.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 43.5245
Minimum 0
Maximum 321
Zeros 55
Zeros (%) 2.6%
Negatives 0
Negatives (%) 0.0%
  • MntGoldProds is skewed right (γ1 = 1.8389)

Quantile Statistics

Minimum 0
5-th Percentile 1
Q1 9
Median 24
Q3 56
95-th Percentile 159
Maximum 321
Range 321
IQR 47

Descriptive Statistics

Mean 43.5245
Standard Deviation 50.9717
Variance 2598.1188
Sum 93273
Skewness 1.8389
Kurtosis 3.2013
Coefficient of Variation 1.1711
  • MntGoldProds is not normally distributed (p-value 4.995363238625181e-13)
  • MntGoldProds has 193 outliers

NumDealsPurchases

numerical

Approximate Distinct Count 15
Approximate Unique (%) 0.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 2.3164
Minimum 0
Maximum 15
Zeros 29
Zeros (%) 1.4%
Negatives 0
Negatives (%) 0.0%
  • NumDealsPurchases is skewed right (γ1 = 2.043)

Quantile Statistics

Minimum 0
5-th Percentile 1
Q1 1
Median 2
Q3 3
95-th Percentile 6
Maximum 15
Range 15
IQR 2

Descriptive Statistics

Mean 2.3164
Standard Deviation 1.8126
Variance 3.2855
Sum 4964
Skewness 2.043
Kurtosis 5.953
Coefficient of Variation 0.7825
  • NumDealsPurchases is not normally distributed (p-value 6.527543536402695e-19)
  • NumDealsPurchases has 77 outliers

NumWebPurchases

numerical

Approximate Distinct Count 15
Approximate Unique (%) 0.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 4.0784
Minimum 0
Maximum 27
Zeros 35
Zeros (%) 1.6%
Negatives 0
Negatives (%) 0.0%
  • NumWebPurchases is skewed right (γ1 = 1.2365)

Quantile Statistics

Minimum 0
5-th Percentile 1
Q1 2
Median 4
Q3 6
95-th Percentile 9
Maximum 27
Range 27
IQR 4

Descriptive Statistics

Mean 4.0784
Standard Deviation 2.7249
Variance 7.4252
Sum 8740
Skewness 1.2365
Kurtosis 4.3321
Coefficient of Variation 0.6681
  • NumWebPurchases is not normally distributed (p-value 1.3744743334179109e-08)
  • NumWebPurchases has 3 outliers

NumCatalogPurchases

numerical

Approximate Distinct Count 12
Approximate Unique (%) 0.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 2.5203
Minimum 0
Maximum 11
Zeros 564
Zeros (%) 26.3%
Negatives 0
Negatives (%) 0.0%
  • NumCatalogPurchases is skewed right (γ1 = 1.0908)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 2
Q3 4
95-th Percentile 8
Maximum 11
Range 11
IQR 4

Descriptive Statistics

Mean 2.5203
Standard Deviation 2.6272
Variance 6.9024
Sum 5401
Skewness 1.0908
Kurtosis 0.3566
Coefficient of Variation 1.0424
  • NumCatalogPurchases is not normally distributed (p-value 6.182594574201196e-14)
  • NumCatalogPurchases has 2 outliers

NumStorePurchases

numerical

Approximate Distinct Count 14
Approximate Unique (%) 0.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 5.8054
Minimum 0
Maximum 13
Zeros 2
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • NumStorePurchases is skewed right (γ1 = 0.7407)

Quantile Statistics

Minimum 0
5-th Percentile 2
Q1 3
Median 5
Q3 8
95-th Percentile 12
Maximum 13
Range 13
IQR 5

Descriptive Statistics

Mean 5.8054
Standard Deviation 3.23
Variance 10.4332
Sum 12441
Skewness 0.7407
Kurtosis -0.6193
Coefficient of Variation 0.5564
  • NumStorePurchases is not normally distributed (p-value 8.05000974165792e-12)

NumWebVisitsMonth

numerical

Approximate Distinct Count 11
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 34288
Mean 5.3182
Minimum 0
Maximum 10
Zeros 6
Zeros (%) 0.3%
Negatives 0
Negatives (%) 0.0%
  • NumWebVisitsMonth is skewed left (γ1 = -0.3607)

Quantile Statistics

Minimum 0
5-th Percentile 1
Q1 3
Median 6
Q3 7
95-th Percentile 8
Maximum 10
Range 10
IQR 4

Descriptive Statistics

Mean 5.3182
Standard Deviation 2.2777
Variance 5.1881
Sum 11397
Skewness -0.3607
Kurtosis -0.9342
Coefficient of Variation 0.4283
  • NumWebVisitsMonth is not normally distributed (p-value 3.282113057872636e-08)

AcceptedCmp3

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438
  • The largest value (0) is over 12.74 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 12.74 times larger than the second largest value (1)
  • AcceptedCmp3 has words of constant length

AcceptedCmp4

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438
  • The largest value (0) is over 13.78 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 13.78 times larger than the second largest value (1)
  • AcceptedCmp4 has words of constant length

AcceptedCmp5

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438
  • The largest value (0) is over 15.23 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 15.23 times larger than the second largest value (1)
  • AcceptedCmp5 has words of constant length

AcceptedCmp1

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438
  • The largest value (0) is over 16.01 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 16.01 times larger than the second largest value (1)
  • AcceptedCmp1 has words of constant length

AcceptedCmp2

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438
  • The largest value (0) is over 96.41 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 96.41 times larger than the second largest value (1)
  • AcceptedCmp2 has words of constant length

Complain

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438
  • The largest value (0) is over 101.05 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 101.05 times larger than the second largest value (1)
  • Complain has words of constant length

Z_CostContact

categorical

Approximate Distinct Count 1
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 141438

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 3
2nd row 3
3rd row 3
4th row 3
5th row 3

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • Z_CostContact has words of constant length

Z_Revenue

categorical

Approximate Distinct Count 1
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 143581

Length

Mean 2
Standard Deviation 0
Median 2
Minimum 2
Maximum 2

Sample

1st row 11
2nd row 11
3rd row 11
4th row 11
5th row 11

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4286
  • Z_Revenue has words of constant length

Response

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 141438
  • The largest value (0) is over 6.05 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 1
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2143
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 6.05 times larger than the second largest value (1)
  • Response has words of constant length

Living_With

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 152770
  • The largest value (Partner) is over 1.81 times larger than the second largest value (Alone)

Length

Mean 6.2879
Standard Deviation 0.9579
Median 7
Minimum 5
Maximum 7

Sample

1st row Alone
2nd row Alone
3rd row Partner
4th row Partner
5th row Partner

Letter

Count 13475
Lowercase Letter 11332
Space Separator 0
Uppercase Letter 2143
Dash Punctuation 0
Decimal Number 0
  • The top 2 categories (Partner, Alone) take over 50.0%
  • The largest value (partner) is over 1.81 times larger than the second largest value (alone)

Interactions

Correlations

Missing Values